Neural Network-Based Muscle Torque Estimation Using Mechanomyography During Electrically-Evoked Knee Extension and Standing in Spinal Cord Injury

Muhammad Afiq Dzulkifli1, Nur Azah Hamzaid1, Glen M. Davis1,2, Nazirah Hasnan3
1Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Malaysia
2Discipline of Exercise and Sports Sciences, Faculty of Health Sciences, The University of Sydney, Australia
3Department of Rehabilitation Medicine, Faculty of Medicine, University of Malaya, Malaysia

Tóm tắt

Từ khóa


Tài liệu tham khảo

Akataki, 2003, Mechanomyographic responses during voluntary ramp contractions of the human first dorsal interosseous muscle, Eur. J. App. Physiol, 89, 520, 10.1007/s00421-003-0835-1

Barry, 2007, The neurobiology of muscle fatigue: 15 years later, Integr. Compar. Biol., 47, 465, 10.1093/icb/icm047

Barry, 1985, Acoustic myography: a noninvasive monitor of motor unit fatigue, Muscle Nerve, 8, 189, 10.1002/mus.880080303

Beck, 2010, Surface MMG responses to muscle fatigue, Applications of Mechanomyography for Examining Muscle Function, 661, 37

Bickel, 2004, Long-term spinal cord injury increases susceptibility to isometric contraction-induced muscle injury, Eur. J. Appl. Physiol., 91, 308, 10.1007/s00421-003-0973-5

Braz, 2015, Cardiorespiratory and muscle metabolic responses during conventional versus motion sensor-assisted strategies for functional electrical stimulation standing after spinal cord injury, Artif. Organs, 39, 855, 10.1111/aor.12619

Calcagno, 2010, A multilayer perceptron neural network-based approach for the identification of responsiveness to interferon therapy in multiple sclerosis patients, Inform. Sci., 180, 4153, 10.1016/j.ins.2010.07.004

Cescon, 2004, Effect of accelerometer location on mechanomyogram variables during voluntary, constant-force contractions in three human muscles, Med. Bio. Eng. Comp., 42, 121, 10.1007/BF02351021

Ferrarin, 2000, The relationship between electrical stimulus and joint torque: a dynamic model, IEEE Trans.Rehabil. Eng., 8, 342, 10.1109/86.867876

Gobbo, 2006, Torque and surface mechanomyogram parallel reduction during fatiguing stimulation in human muscles, Eur.J. Appl. Physiol., 97, 9, 10.1007/s00421-006-0134-8

Guo, 2008, Dynamic monitoring of forearm muscles using one-dimensional sonomyography system, J. Rehabil. Res. Develop., 45, 187, 10.1682/JRRD.2007.02.0026

Hägg, 1991, Comparison of different estimators of electromyographic spectral shifts during work when applied on short test contractions, Med. Biol. Eng. Comput., 29, 511, 10.1007/BF02442323

Hamid, 2008, Role of electrical stimulation for rehabilitation and regeneration after spinal cord injury: an overview, Eur. Spine J., 17, 1256, 10.1007/s00586-008-0729-3

Ibitoye, 2016, Experimental Investigation of Mechanomyography As A Proxy of Electrically-Evoked Muscle Torque for Nmes Feedb Spinal Cord Injury

Islam, 2013, Mechanomyogram for muscle function assessment: A Review, PLoS ONE, 8, e58902, 10.1371/journal.pone.0058902

Jailani, 2012, “The effect of functional electrical stimulation (FES) on paraplegic muscle fatigue,”, 2012 IEEE 8th International Colloquium on Signal Processing and its Applications, 500, 10.1109/CSPA.2012.6194780

Jensen, 1994, The effect of prolonged isometric contractions on muscle fluid balance, Eur. J. Appl. Physiol. Occup. Physiol., 69, 439, 10.1007/BF00865409

Karlsson, 1981, Relevance of muscle fibre type to fatigue in short intense and prolonged exercise in man, Ciba Found. Symp., 82, 59, 10.1002/9780470715420.ch4

Levenberg, 1944, A method for the solution of certain non-linear problems in least squares, Q. Appl. Math., 2, 164, 10.1090/qam/10666

Levin, 2000, Transcutaneous FES of the paralyzed quadriceps: is knee torque affected by unintended activation of the hamstrings?, J. Electromyogr. Kinesiol., 10, 47, 10.1016/S1050-6411(99)00016-4

Mahoney, 2007, Low-Frequency fatigue in individuals with spinal cord injury, J. Spinal Cord Med., 30, 458, 10.1080/10790268.2007.11753510

2015, The MathWorks, Inc

Mohd Rasid, 2017, Knee Angle and Mmg Relationships During Fes-Evoked Muscle Standing Contractions to Fatigue in People With Spinal Cord Injury

Orizio, 2003, The surface mechanomyogram as a tool to describe the influence of fatigue on biceps brachii motor unit activation strategy. Historical basis and novel evidence, Eur. J. Appl. Physiol., 90, 326, 10.1007/s00421-003-0924-1

Oster, 1980, Low frequency sounds from sustained contraction of human skeletal muscle, Biophys. J, 30, 119, 10.1016/S0006-3495(80)85080-6

Perry, 2016, Mean power frequency and amplitude of the mechanomyographic and electromyographic signals during incremental cycle ergometry, J. Electromyogr. Kinesiol., 11, 299, 10.1016/S1050-6411(00)00057-2

Petrofsky, 2004, Electrical stimulation: neurophysiological basis and application, Basic Appl. Myol, 14, 205

Rodriguez-Falces, 2013, Recruitment order of quadriceps motor units: femoral nerve vs. direct quadriceps stimulation, Eur. J. Appl. Physiol., 113, 3069, 10.1007/s00421-013-2736-2

Weir, 2000, Mechanomyographic and electromyographic responses during fatigue in humans: influence of muscle length, Eur. J. Appl. Physiol., 81, 352, 10.1007/s004210050054

Zecca, 2002, Control of multifunctional prosthetic hands by processing the electromyographic signal. Crit. Rev, Biomed. Eng., 30, 459, 10.1615/CritRevBiomedEng.v30.i456.80